Facilitating Operation of a Machine Learning Environment

摘要

Machine learning systems are represented as directed acyclic graphs, where the nodes represent functional modules in the system and edges represent input/output relations between the functional modules. A machine learning environment can then be created to facilitate the training and operation of these machine learning systems.

主权项

1. A computer-implemented method for facilitating operation of a machine learning environment, the environment comprising functional modules that can be configured and linked in different ways to define different machine learning instances, the method comprising:
receiving a directed acyclic graph defining a machine learning instance, the directed acyclic graph containing nodes and edges connecting the nodes, the nodes identifying functional modules, the edges entering a node representing inputs to the functional module and the edges exiting a node representing outputs of the functional module; and executing the machine learning instance defined by the acyclic graph.